Academic Journal
Finite-time decentralized event-triggered feedback control for generalized neural networks with mixed interval time-varying delays and cyber-attacks
العنوان: | Finite-time decentralized event-triggered feedback control for generalized neural networks with mixed interval time-varying delays and cyber-attacks |
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المؤلفون: | Chantapish Zamart, Thongchai Botmart, Wajaree Weera, Prem Junsawang |
المصدر: | AIMS Mathematics, Vol 8, Iss 9, Pp 22274-22300 (2023) |
بيانات النشر: | AIMS Press, 2023. |
سنة النشر: | 2023 |
المجموعة: | LCC:Mathematics |
مصطلحات موضوعية: | generalized neural networks, finite-time stability, time-varying delays, feedback control, cyber-attacks, decentralized event-triggered scheme, Mathematics, QA1-939 |
الوصف: | This article investigates the finite-time decentralized event-triggered feedback control problem for generalized neural networks (GNNs) with mixed interval time-varying delays and cyber-attacks. A decentralized event-triggered method reduces the network transmission load and decides whether sensor measurements should be sent out. The cyber-attacks that occur at random are described employing Bernoulli distributed variables. By the Lyapunov-Krasovskii stability theory, we apply an integral inequality with an exponential function to estimate the derivative of the Lyapunov-Krasovskii functionals (LKFs). We present new sufficient conditions in the form of linear matrix inequalities. The main objective of this research is to investigate the stochastic finite-time boundedness of GNNs with mixed interval time-varying delays and cyber-attacks by providing a decentralized event-triggered method and feedback controller. Finally, a numerical example is constructed to demonstrate the effectiveness and advantages of the provided control scheme. |
نوع الوثيقة: | article |
وصف الملف: | electronic resource |
اللغة: | English |
تدمد: | 2473-6988 70124582 |
Relation: | https://doaj.org/toc/2473-6988 |
DOI: | 10.3934/math.20231136?viewType=HTML |
DOI: | 10.3934/math.20231136 |
URL الوصول: | https://doaj.org/article/70124582822f4563b0c89f1d09821c4d |
رقم الانضمام: | edsdoj.70124582822f4563b0c89f1d09821c4d |
قاعدة البيانات: | Directory of Open Access Journals |
تدمد: | 24736988 70124582 |
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DOI: | 10.3934/math.20231136?viewType=HTML |